{"id":"W2788127364","doi":"","title":"How Can Personalized Tourniquet Systems Accelerate Rehabilitation of Wounded Warriors, Professional Athletes and Orthopaedic Patients?","year":2016,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"High Altitude and Hypoxia","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Tourniquet; Rehabilitation; Athletes; Medicine; Physical medicine and rehabilitation; Physical therapy; Cuff; Blood flow restriction; Sports medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009508333,0.0002655701,0.000389056,0.0002980588,0.0002023427,0.001161782,0.0004392785,0.0007837143,0.002739916],"category_scores_gemma":[0.0032041,0.0001178414,0.0003709898,0.000178878,0.0002525792,0.000867828,0.0003559286,0.0005414914,0.0009081638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002301784,"about_ca_system_score_gemma":0.0006557085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001123386,"about_ca_topic_score_gemma":0.00288303,"domain_scores_codex":[0.9996881,0.0001119869,0.00002339563,0.00004192072,0.00008332401,0.00005128952],"domain_scores_gemma":[0.9995141,0.0001293776,0.0001108021,0.00004632055,0.00009942659,0.00009997922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001571215,0.002889086,0.0299942,0.001529541,0.0002953895,0.0003064151,0.0004415016,0.003459975,0.02952276,0.002053796,0.01626423,0.9116718],"study_design_scores_gemma":[0.002935281,0.03809827,0.5642346,0.004275503,0.001599854,0.004468744,0.006217807,0.02648581,0.05966525,0.01854698,0.2730922,0.0003796903],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7863278,0.05836134,0.05892718,0.06923127,0.003700057,0.0008015599,0.0005525295,0.001703766,0.02039453],"genre_scores_gemma":[0.9049852,0.03199251,0.05022795,0.005962166,0.00146602,0.0004377585,0.0002886475,0.0001042853,0.004535486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002739916,"threshold_uncertainty_score":0.009165883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008015033619139536,"score_gpt":0.2260577322692978,"score_spread":0.2180426986501583,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}